{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-05-07T14:59:50.178799Z",
     "start_time": "2025-05-07T14:59:45.656277Z"
    }
   },
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.datasets import make_blobs"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-07T14:59:50.196914Z",
     "start_time": "2025-05-07T14:59:50.190479Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 1. 生成模拟二维数据\n",
    "X, y_true = make_blobs(n_samples=300, centers=3, cluster_std=0.60, random_state=0)"
   ],
   "id": "5e48b3aed6e4817d",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-07T14:59:50.208631Z",
     "start_time": "2025-05-07T14:59:50.201448Z"
    }
   },
   "cell_type": "code",
   "source": [
    "print(\"X is:\", X)\n",
    "print(\"X type:\", type(X))\n",
    "print(\"X shape:\", X.shape if hasattr(X, \"shape\") else \"No shape\")"
   ],
   "id": "bde8510e95f60155",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X is: [[ 4.28576743e-01  4.97399710e+00]\n",
      " [ 1.61990909e+00  6.76452867e-02]\n",
      " [ 1.43289271e+00  4.37679234e+00]\n",
      " [-1.57846247e+00  3.03445802e+00]\n",
      " [-1.65862863e+00  2.26746029e+00]\n",
      " [-1.52172727e+00  3.23408479e+00]\n",
      " [ 8.36856841e-01  2.13635938e+00]\n",
      " [ 2.41008767e-01  4.81040511e+00]\n",
      " [-2.10320664e+00  2.44201184e+00]\n",
      " [-4.83580407e-01  3.51451890e+00]\n",
      " [ 8.93499638e-01  1.01093082e+00]\n",
      " [ 2.39564169e+00  7.64058600e-01]\n",
      " [ 3.04414848e+00  9.96200313e-01]\n",
      " [ 1.24258802e+00  4.50399192e+00]\n",
      " [ 1.89462740e+00  2.20856861e-01]\n",
      " [-1.65707376e+00  3.18511821e+00]\n",
      " [ 1.21767506e+00  3.89290127e+00]\n",
      " [ 1.20212540e+00  3.64414685e+00]\n",
      " [-1.32356154e+00  4.13050840e+00]\n",
      " [ 1.34195197e+00  5.93573847e-01]\n",
      " [-1.79041773e+00  3.02668532e+00]\n",
      " [ 1.16411070e+00  3.79132988e+00]\n",
      " [ 1.36085437e+00  7.10288309e-01]\n",
      " [ 4.38990142e-01  4.53592883e+00]\n",
      " [-2.53563494e+00  2.38449945e+00]\n",
      " [-2.08499791e+00  2.81072881e+00]\n",
      " [ 3.47138300e-01  3.45177657e+00]\n",
      " [-2.14486518e+00  2.70791624e+00]\n",
      " [ 2.40238042e+00  1.10745633e+00]\n",
      " [ 2.46915842e+00  1.67877140e+00]\n",
      " [-1.17297612e+00  2.69956698e+00]\n",
      " [ 3.33818506e-01  4.93645836e+00]\n",
      " [ 1.35140895e+00  3.34255273e+00]\n",
      " [ 2.14917144e+00  1.03697228e+00]\n",
      " [ 2.51921931e+00  1.87335276e-01]\n",
      " [-2.69798647e+00  2.52194722e+00]\n",
      " [ 2.35151259e+00  8.28001297e-01]\n",
      " [-8.79985631e-01  1.38237146e+00]\n",
      " [ 5.14320434e-01  4.62733684e+00]\n",
      " [ 1.10550448e+00  1.26389129e+00]\n",
      " [-1.60553642e+00  3.59773019e+00]\n",
      " [ 2.22707373e+00  1.26296996e+00]\n",
      " [ 2.87788887e-01  4.04109530e+00]\n",
      " [ 1.56724897e+00  1.78090633e-02]\n",
      " [ 1.67841499e+00  6.09047389e-01]\n",
      " [-1.42854687e+00  2.97567507e+00]\n",
      " [ 2.22353254e+00  3.01789493e-01]\n",
      " [-1.76233741e+00  1.09019643e+00]\n",
      " [-8.49747575e-01  3.21548283e+00]\n",
      " [ 1.69607516e+00  2.28125468e-01]\n",
      " [-1.86849125e+00  3.07982487e+00]\n",
      " [ 1.96066731e+00  2.25169776e+00]\n",
      " [-1.93371948e+00  3.69658974e+00]\n",
      " [-1.03819212e+00  2.95323761e+00]\n",
      " [ 1.37917204e+00  4.59257008e-01]\n",
      " [ 4.31891060e-01  4.33495456e+00]\n",
      " [ 8.15468056e-01  4.78526116e+00]\n",
      " [-1.22768985e+00  3.54666555e+00]\n",
      " [-2.94540830e+00  2.93008277e+00]\n",
      " [ 1.89593761e+00  5.18540259e+00]\n",
      " [ 1.48170052e+00  6.90074595e-01]\n",
      " [ 3.22881491e+00  1.13171965e+00]\n",
      " [ 5.71670482e-01  4.32288566e+00]\n",
      " [-2.23439877e+00  3.69873910e+00]\n",
      " [ 2.56024628e+00  7.47988512e-01]\n",
      " [-2.90007604e+00  3.06877291e+00]\n",
      " [ 9.52700388e-01  3.60293123e+00]\n",
      " [ 1.81559810e+00  1.11969719e+00]\n",
      " [ 5.94762432e-01  4.70964730e+00]\n",
      " [ 1.72955064e+00  1.14729369e+00]\n",
      " [-8.18076852e-01  2.53874001e+00]\n",
      " [-6.14907097e-01  3.94963585e+00]\n",
      " [-2.94865616e+00  3.43631364e+00]\n",
      " [-1.00140436e+00  2.84881778e+00]\n",
      " [ 1.97504659e+00  1.54430994e+00]\n",
      " [ 1.10123507e+00  4.88977075e+00]\n",
      " [ 2.22322228e+00  8.38773426e-01]\n",
      " [-1.83741544e+00  2.33058435e+00]\n",
      " [ 7.54760976e-01  4.16015982e+00]\n",
      " [ 1.01618041e+00  4.48527047e+00]\n",
      " [-2.37048176e+00  2.56384767e+00]\n",
      " [ 1.52878537e+00  4.49502392e+00]\n",
      " [ 2.87398663e+00  4.83994149e-01]\n",
      " [ 1.86725632e-01  4.02683656e+00]\n",
      " [ 5.32532281e-01  5.22959608e+00]\n",
      " [ 2.40615694e+00  4.87047502e+00]\n",
      " [ 1.20083098e+00  6.01671730e-01]\n",
      " [-2.39482483e+00  3.39806103e+00]\n",
      " [ 9.35325115e-01  5.33179296e+00]\n",
      " [ 4.94224280e-01  3.89005746e+00]\n",
      " [-8.69095906e-01  2.77735278e+00]\n",
      " [ 2.93521475e+00  1.40919482e+00]\n",
      " [-2.45716162e+00  3.16827355e+00]\n",
      " [ 1.87271752e+00  4.18069237e+00]\n",
      " [ 2.36790645e+00  5.52190878e-01]\n",
      " [ 1.98436909e+00  4.89556738e-01]\n",
      " [ 2.13979079e-01  4.88542535e+00]\n",
      " [ 9.94144451e-01  1.11095274e+00]\n",
      " [-2.50648473e+00  1.97722163e+00]\n",
      " [ 7.63873732e-01  3.47881655e+00]\n",
      " [ 2.47153141e+00  8.01919597e-01]\n",
      " [-9.89747849e-01  3.74286070e+00]\n",
      " [ 9.82570091e-01  5.37530962e+00]\n",
      " [ 2.50358052e+00  1.84296687e-01]\n",
      " [ 1.63606584e+00  4.69694557e+00]\n",
      " [ 1.54462126e+00  4.21078127e+00]\n",
      " [-2.10956676e+00  3.10677258e+00]\n",
      " [ 1.19008992e+00  4.72773123e+00]\n",
      " [ 1.63244736e+00  1.46362009e+00]\n",
      " [ 1.25471244e+00  8.96331565e-02]\n",
      " [ 3.55724373e-01  4.71274404e+00]\n",
      " [-1.31583595e+00  3.14542358e+00]\n",
      " [ 2.27421165e+00  5.10570410e+00]\n",
      " [ 1.05241733e+00  4.54498095e+00]\n",
      " [-1.68389128e+00  2.80853539e+00]\n",
      " [-1.75769127e+00  2.65158061e+00]\n",
      " [ 3.13640075e-01  4.33508638e+00]\n",
      " [ 2.09680545e+00  4.84741412e+00]\n",
      " [ 7.01928984e-01  2.84159554e-01]\n",
      " [ 2.45509737e+00  6.21231788e-01]\n",
      " [ 1.03640403e+00  1.13003195e+00]\n",
      " [-2.87066645e+00  3.15878169e+00]\n",
      " [ 1.64003761e+00  1.81948989e+00]\n",
      " [ 1.48859977e+00  6.51633844e-01]\n",
      " [ 2.31102276e+00  1.30380848e+00]\n",
      " [-1.63793622e+00  2.43329317e+00]\n",
      " [ 1.77710994e+00  1.18655254e+00]\n",
      " [ 1.79071394e+00  7.29450363e-01]\n",
      " [ 1.46396108e+00  1.45626555e-02]\n",
      " [-2.78366586e+00  2.99211541e+00]\n",
      " [-1.24902582e+00  3.08533972e+00]\n",
      " [-1.73537440e+00  2.56912118e+00]\n",
      " [ 5.90099037e-01  2.96974544e+00]\n",
      " [-2.29471752e+00  2.56662354e+00]\n",
      " [-1.76404140e+00  2.22222995e+00]\n",
      " [ 1.82433964e+00  9.54274614e-01]\n",
      " [-1.55432639e+00  3.05018685e+00]\n",
      " [ 5.72793810e-01  4.08805543e+00]\n",
      " [-1.67211591e+00  3.82883896e+00]\n",
      " [-1.38163324e+00  2.38465011e+00]\n",
      " [ 1.83645139e+00  9.91685973e-01]\n",
      " [ 2.77180174e-01  4.84428322e+00]\n",
      " [ 1.94087543e+00  6.60753952e-01]\n",
      " [ 1.25566754e+00  3.38204112e+00]\n",
      " [-1.00552592e+00  3.08400540e+00]\n",
      " [-1.71237268e+00  2.77780226e+00]\n",
      " [ 2.24592863e-01  4.77028154e+00]\n",
      " [-1.35633621e+00  3.96348353e+00]\n",
      " [-1.25245465e+00  2.33911505e+00]\n",
      " [ 1.66389136e+00  5.84950073e-01]\n",
      " [ 6.69786996e-01  3.59540802e+00]\n",
      " [-1.39881598e+00  2.19273807e+00]\n",
      " [ 6.70478769e-01  4.04094275e+00]\n",
      " [ 2.74666646e+00  1.54543482e+00]\n",
      " [-1.66046742e+00  2.37003473e+00]\n",
      " [-1.85948979e+00  2.63549967e+00]\n",
      " [ 1.88016510e+00  4.40768333e-01]\n",
      " [ 2.36960214e+00  9.50716912e-01]\n",
      " [ 7.34363910e-01  5.03725437e+00]\n",
      " [ 1.84320847e+00 -7.22208533e-02]\n",
      " [-4.74920358e-02  5.47425256e+00]\n",
      " [ 1.71444449e+00  5.02521524e+00]\n",
      " [ 1.98894313e+00  1.50976729e+00]\n",
      " [ 4.59534668e-01  5.44982630e+00]\n",
      " [-9.69200946e-01  3.26721702e+00]\n",
      " [ 2.10616050e+00  3.49513189e+00]\n",
      " [ 1.49036845e+00  3.91317197e+00]\n",
      " [ 1.32222457e+00  4.17880807e+00]\n",
      " [ 4.88382309e-01  3.26801777e+00]\n",
      " [-1.31404940e+00  3.28801419e+00]\n",
      " [ 3.41085289e+00  8.72309369e-01]\n",
      " [ 1.00372519e+00  4.19147702e+00]\n",
      " [-9.64858535e-01  3.76527888e+00]\n",
      " [ 2.08496451e+00  1.19396573e+00]\n",
      " [ 1.42811550e+00  1.62435083e+00]\n",
      " [ 2.95195825e+00 -3.44327355e-01]\n",
      " [ 5.95676822e-01  4.08614263e+00]\n",
      " [ 2.47434181e+00  8.99926193e-01]\n",
      " [ 6.77450608e-01  5.46150656e+00]\n",
      " [ 1.86922139e+00  5.44132083e+00]\n",
      " [ 2.21997734e+00  3.63114610e-01]\n",
      " [-1.03395259e+00  2.92105785e+00]\n",
      " [ 1.21387411e+00  3.64795042e+00]\n",
      " [ 1.06269622e+00  5.17635143e+00]\n",
      " [ 9.14338767e-01  4.55014643e+00]\n",
      " [ 4.43598630e-01  3.11530945e+00]\n",
      " [ 2.14043942e+00  7.06066610e-01]\n",
      " [-1.25463487e+00  1.82003801e+00]\n",
      " [ 7.43873988e-01  4.12240568e+00]\n",
      " [-1.04656513e+00  2.96483837e+00]\n",
      " [ 9.59360742e-01  4.56078645e+00]\n",
      " [ 1.15521298e+00  5.09961887e+00]\n",
      " [ 2.07844585e+00 -9.63654015e-02]\n",
      " [ 1.62350489e+00  4.09867867e-01]\n",
      " [-1.92293781e+00  3.02337363e+00]\n",
      " [ 9.17198564e-01  3.90570036e+00]\n",
      " [ 2.69637316e+00  6.25632178e-01]\n",
      " [-1.80892374e+00  2.78784338e+00]\n",
      " [ 1.34471770e+00  4.85711133e+00]\n",
      " [-2.13772914e+00  2.87116941e+00]\n",
      " [ 1.97553917e+00  7.18989132e-01]\n",
      " [-1.60496819e+00  2.97425420e+00]\n",
      " [ 1.65991049e+00  3.56289184e+00]\n",
      " [-2.21078549e+00  3.38885677e+00]\n",
      " [ 2.02996465e+00  7.25531345e-01]\n",
      " [-1.06406044e+00  3.53554556e+00]\n",
      " [ 8.15155229e-02  4.56742235e+00]\n",
      " [-1.96433081e+00  3.03581670e+00]\n",
      " [ 7.15177948e-01  5.41334556e+00]\n",
      " [ 2.04585825e+00  9.94220561e-01]\n",
      " [ 1.08272576e+00  4.06271877e+00]\n",
      " [ 7.67522789e-01  4.39759671e+00]\n",
      " [-1.69230633e+00  2.49204548e+00]\n",
      " [ 1.59678117e+00  3.49887757e-02]\n",
      " [ 1.64486098e+00  1.89339414e+00]\n",
      " [ 1.27135141e+00  1.89254207e+00]\n",
      " [ 1.36155806e+00  1.36638252e+00]\n",
      " [-1.84892963e-03  4.58145668e+00]\n",
      " [-1.00934641e+00  1.32451081e+00]\n",
      " [ 2.60137487e+00  1.08799459e+00]\n",
      " [ 1.36034899e+00  3.33361370e+00]\n",
      " [ 4.59764179e-01  1.26145537e+00]\n",
      " [ 2.47019077e+00  1.31451315e+00]\n",
      " [ 2.51526543e+00  1.11143935e+00]\n",
      " [ 1.06923853e+00  4.53068484e+00]\n",
      " [-2.73674799e+00  2.59420948e+00]\n",
      " [-1.80822253e+00  1.59701749e+00]\n",
      " [ 7.28098690e-01  3.85531444e+00]\n",
      " [ 2.33812285e+00  3.43116792e+00]\n",
      " [-3.20150004e-01  2.89112501e+00]\n",
      " [ 2.72396035e-01  5.46996004e+00]\n",
      " [ 1.69747910e+00  8.66123282e-01]\n",
      " [ 1.76747403e+00  1.26987864e+00]\n",
      " [ 4.53791789e-01  3.95647753e+00]\n",
      " [ 1.67280531e+00  6.59300571e-01]\n",
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      " [-2.32623101e+00  1.73670745e+00]\n",
      " [-9.61076361e-01  1.27407596e+00]\n",
      " [ 3.76140870e-01  3.37692467e+00]\n",
      " [ 7.89338559e-01  4.33748653e+00]\n",
      " [ 2.04505527e+00  1.12515470e+00]\n",
      " [-1.50470058e+00  3.37862371e+00]\n",
      " [-1.20091688e+00  3.18130804e+00]\n",
      " [-1.82859403e+00  4.36535447e+00]\n",
      " [-2.33565927e+00  2.46093823e+00]\n",
      " [ 2.44125620e+00 -4.47103852e-02]\n",
      " [-4.87271301e-01  3.32858293e+00]\n",
      " [-2.07216196e+00  2.66329169e+00]\n",
      " [ 1.07627418e+00  4.68480619e+00]\n",
      " [ 2.61437655e+00  1.10164265e+00]\n",
      " [ 2.52706430e+00  6.17812202e-01]\n",
      " [ 1.37964693e+00  4.54826443e+00]\n",
      " [ 9.49425791e-01  6.10879258e-01]\n",
      " [ 1.00173317e+00  1.16822434e+00]\n",
      " [-1.30440901e+00  3.00311934e+00]\n",
      " [ 2.00555933e-01  4.46401785e+00]\n",
      " [ 1.13078931e+00  9.35620856e-01]\n",
      " [-7.91981675e-01  2.95679593e+00]\n",
      " [ 1.54632313e+00  4.21297300e+00]\n",
      " [ 1.68353782e+00  4.19583243e+00]\n",
      " [-1.99648151e+00  2.85164868e+00]\n",
      " [ 1.65225163e+00  3.65582842e+00]\n",
      " [-7.35421887e-01  2.38843097e+00]\n",
      " [-1.80701134e+00  2.06773859e+00]\n",
      " [-5.55523811e-01  4.69595848e+00]\n",
      " [-1.29726456e+00  2.89733689e+00]\n",
      " [ 5.59529363e-01  4.21400660e+00]\n",
      " [ 1.97369770e+00  1.57979848e+00]\n",
      " [ 1.69687788e+00  7.54910622e-01]\n",
      " [ 1.93112532e+00  1.42577101e+00]\n",
      " [ 2.01829168e+00  8.33280494e-01]\n",
      " [ 1.49493180e+00  3.85848832e+00]\n",
      " [ 1.43934441e+00  4.79788982e+00]\n",
      " [ 7.02950576e-01  4.31427482e+00]\n",
      " [ 1.54592256e+00  4.35631807e+00]\n",
      " [ 2.13003529e+00  5.19209620e+00]\n",
      " [-1.40986219e+00  1.84894455e+00]\n",
      " [-1.92203579e+00  2.60934188e+00]\n",
      " [ 1.86985974e+00 -1.07938624e-01]\n",
      " [ 1.68908795e+00  4.49395289e+00]\n",
      " [ 1.41372442e+00  4.38117707e+00]\n",
      " [ 1.66382237e+00  6.63091635e-01]\n",
      " [ 2.04067185e+00  4.54845114e-01]\n",
      " [ 2.29469533e+00 -7.65891994e-01]\n",
      " [-1.40732390e+00  2.88752014e+00]\n",
      " [ 2.57002188e+00  1.58232478e+00]\n",
      " [-2.01027992e+00  2.24689511e+00]\n",
      " [-2.09352511e+00  3.06074415e+00]\n",
      " [ 1.86873582e+00  9.56103760e-01]\n",
      " [ 2.11390250e+00  1.24743587e+00]\n",
      " [-1.64864212e+00  2.85195259e+00]\n",
      " [-9.61423142e-01  2.75732541e+00]\n",
      " [-6.18907164e-01  3.24976150e+00]\n",
      " [ 3.43761754e+00  2.61654166e-01]\n",
      " [ 1.29023607e+00  4.20085953e+00]\n",
      " [ 7.93137001e-03  4.17614316e+00]\n",
      " [-8.66733410e-01  3.69669544e+00]\n",
      " [ 1.64256495e+00  1.69217218e-01]\n",
      " [ 5.29417185e-01  3.80792420e+00]\n",
      " [ 9.08304183e-02  2.87352746e+00]]\n",
      "X type: <class 'numpy.ndarray'>\n",
      "X shape: (300, 2)\n"
     ]
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-07T14:59:50.461929Z",
     "start_time": "2025-05-07T14:59:50.219674Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 2. 创建 KMeans 模型（设定聚成3类）\n",
    "kmeans = KMeans(n_clusters=3, random_state=0)\n",
    "kmeans.fit(X)\n",
    "y_kmeans = kmeans.predict(X)"
   ],
   "id": "18a1eef803088fc6",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\an\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1446: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=2.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-07T14:59:51.354724Z",
     "start_time": "2025-05-07T14:59:51.101555Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 3. 可视化结果\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y_kmeans, s=50, cmap='viridis')\n",
    "plt.scatter(kmeans.cluster_centers_[:, 0], kmeans.cluster_centers_[:, 1], \n",
    "            c='red', s=200, alpha=0.75, marker='X', label='Centers')\n",
    "plt.title(\"KMeans Clustering Example\")\n",
    "plt.legend()\n",
    "plt.xlabel(\"Feature 1\")\n",
    "plt.ylabel(\"Feature 2\")\n",
    "plt.grid(True)\n",
    "plt.show()"
   ],
   "id": "7966dfe15495ddbc",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-07T14:59:51.400403Z",
     "start_time": "2025-05-07T14:59:51.363381Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from sklearn.cluster import KMeans\n",
    "import numpy as np\n",
    " \n",
    "# 生成示例数据\n",
    "X = np.array([[1, 2], [2, 2], [3, 3], [8, 7], [8, 8], [25, 80]])\n",
    " \n",
    "# 初始化并训练 KMeans 模型\n",
    "kmeans = KMeans(n_clusters=2, random_state=0).fit(X)\n",
    " \n",
    "# 获取簇标签和簇中心\n",
    "labels = kmeans.labels_\n",
    "centroids = kmeans.cluster_centers_\n",
    " \n",
    "print(\"Cluster labels:\", labels)\n",
    "print(\"Centroids:\", centroids)"
   ],
   "id": "21468cd4d60ecc57",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cluster labels: [0 0 0 0 0 1]\n",
      "Centroids: [[ 4.4  4.4]\n",
      " [25.  80. ]]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\an\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1446: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-07T14:59:51.601689Z",
     "start_time": "2025-05-07T14:59:51.410996Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.datasets import make_blobs\n",
    "\n",
    "# 生成样本数据\n",
    "n_samples = 300\n",
    "n_features = 2\n",
    "n_clusters = 3\n",
    "X, y = make_blobs(n_samples=n_samples, n_features=n_features, centers=n_clusters, random_state=42)\n",
    "\n",
    "# 创建K-means模型\n",
    "kmeans = KMeans(n_clusters=n_clusters, random_state=42)\n",
    "\n",
    "# 拟合模型\n",
    "kmeans.fit(X)\n",
    "\n",
    "# 获取聚类标签\n",
    "labels = kmeans.labels_\n",
    "\n",
    "# 获取聚类中心\n",
    "centroids = kmeans.cluster_centers_\n",
    "\n",
    "# 可视化聚类结果\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(X[:, 0], X[:, 1], c=labels, cmap='viridis', s=50)\n",
    "plt.scatter(centroids[:, 0], centroids[:, 1], c='red', marker='X', s=200, label='Centroids')\n",
    "plt.title('K-means Clustering')\n",
    "plt.xlabel('Feature 1')\n",
    "plt.ylabel('Feature 2')\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "db96837370f17d10",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\an\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1446: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=2.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-07T14:59:51.780727Z",
     "start_time": "2025-05-07T14:59:51.610208Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.datasets import make_blobs\n",
    "\n",
    "try:\n",
    "    # 生成样本数据\n",
    "    n_samples = 300\n",
    "    n_features = 2\n",
    "    n_clusters = 3\n",
    "    X, y = make_blobs(n_samples=n_samples, n_features=n_features, centers=n_clusters, random_state=42)\n",
    "\n",
    "    # 创建K-means模型\n",
    "    kmeans = KMeans(n_clusters=n_clusters, random_state=42)\n",
    "\n",
    "    # 拟合模型\n",
    "    kmeans.fit(X)\n",
    "\n",
    "    # 获取聚类标签\n",
    "    labels = kmeans.labels_\n",
    "\n",
    "    # 获取聚类中心\n",
    "    centroids = kmeans.cluster_centers_\n",
    "\n",
    "    # 可视化聚类结果\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    plt.scatter(X[:, 0], X[:, 1], c=labels, cmap='viridis', s=50)\n",
    "    plt.scatter(centroids[:, 0], centroids[:, 1], c='red', marker='X', s=200, label='Centroids')\n",
    "    plt.title('K-means Clustering')\n",
    "    plt.xlabel('Feature 1')\n",
    "    plt.ylabel('Feature 2')\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "except Exception as e:\n",
    "    print(f\"出现错误: {e}\")"
   ],
   "id": "75973c6c923150d1",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\an\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1446: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=2.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 8
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
